The Veterans Health Administration system is one of the largest integrated health care providers in the United States, delivering medical care to > 9 million veterans. Barriers to delivering efficient health care include geographical limitations as well as long wait times. Telehealth has been used as a solution by many different health care services. However, it has not been as widely used in cancer care. In 2018, the US Department of Veterans Affairs (VA) Pittsburgh Healthcare System expanded the use of telehealth to provide antineoplastic therapies to rural patients by creating a clinical video telehealth clinic of the Virtual Cancer Care Network. This allows oncologists located at the tertiary center to virtually deliver care to remote sites. The recent COVID-19 pandemic forced oncologists across the VA system to adopt telehealth to provide continuity of care. On the basis of our review and personal experience, we have outlined opportunities for telehealth to play a role in every step of the cancer care journey from diagnosis to therapy to surveillance to clinical trials for medical, surgical, and radiation oncology. There are many advantages, such as decreased travel time and potential cost savings; however, there continues to be challenges with veterans having access to devices and the Internet as well as understanding how to use telehealth equipment. The lessons learned from this assessment of the VA telehealth system for cancer care can be adopted and integrated into other health systems. In the future, there needs to be evaluation of how telehealth can be further incorporated into oncology, satisfaction of veterans using telehealth services, overcoming telehealth barriers, and defining metrics of success.